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May 14, 2025

AI Hardware Design

High-density PCB design

High-pin count chips

NextGen Hardware Design for High-Density, High-Complexity Systems

Delivering precise, high-performance designs with innovative system-building solutions

Whizz SystemsWhizz SystemsWhizz SystemsWhizz Systems

The Complexity Behind the AI Chips

The intricacy of hardware design has become a key factor in success as AI applications continue to grow. The latest generation of chips features significantly higher pin counts—often exceeding 5,500 pins—complicating both design and manufacturing processes. This hardware evolution requires a strong integration of many accelerator modules testing the boundaries of power, speed, and layout design.

When boards and systems get larger and more complex, problems begin to appear with signal integrity, power distribution, and thermal management. Companies are tasked with delivering high-performance products capable of supporting intensive data processing while complying with industry standards.

What are the biggest hurdles when tackling these AI based sophisticated designs, and how can expert intervention simplify the path to success?

Key Challenges in High-Density Systems

Pin Count and Design Complexity

In AI hardware, complexity extends beyond merely connecting components. The continuous increase in the number of pins in the new generation of chips raises serious issues in design and fabrication.

For example, chips with 5,500 pins, just to name a few aspects of the design process, require extreme attention to detail in:

  • Pin configuration,
  • Signal routing, and
  • Thermal management

Signal Integrity at Risk

One of the main issues is maintaining good signal integrity with all of the components so close together on  high density boards. 

With more connections packed into a limited space, the risk of signal crosstalk increases, potentially leading to:

  • Data corruption
  • Reduced System Performance.

Companies have to use really sophisticated methods to overcome these problems, like:

  • Impedance-controlled routing
  • Precisely optimized layouts.

Power Distribution Challenge

Power distribution becomes a major issue because higher pin counts seem to also mean higher power requirements. The power must be distributed evenly, because if not, then "thermal hotspots" will occur, which can cause system instability, or even failure. With increasing complexity in designs, the requirement for efficient thermal management solutions becomes even more paramount in order to maintain the life and reliability of high performance systems.

Power Distribution Challenge

Whizz Systems’ Approach and Expertise

Turning Complexity into Competitive Advantage

Whizz Systems is dedicated to mastering the challenges of advanced hardware complexity, particularly when it comes to managing high-pin count chips or high-density boards.  Our approach involves a comprehensive understanding of the critical electrical and mechanical constraints that impact high-performance systems. By leveraging advanced design methodologies, we address the intricacies of complex hardware—including signal integrity, power distribution, and thermal management—ensuring efficient, reliable solutions

Optimized Ball Mapping and Layout Strategy

Our team specializes in creating optimized ball maps and pin configurations tailored for high-pin count chips.

Through the use of advanced design tools and techniques, we:

  • Reduce the risk of signal crosstalk
  • Enable reliable data transmission.

For instance, we focus on reducing trace lengths and optimizing layout to prevent data loss and maintain signal fidelity

Robust Power Delivery Across High-Density Boards

This meticulous planning extends to power distribution, where we implement strategies to ensure:

  • Efficient power delivery across densely populated boards
  • Mitigating the risk of thermal issues

Proper power planning supports stable performance,especially as boards continue to grow more complex and demanding.

Advanced Thermal Management Solutions

Speaking of thermal management, we know one of the major problems is going to be the amount of heat generated by all the components packed into a small space.

Whizz Systems employs advanced cooling solutions, such as vapor chambers and liquid cooling systems, to achieve superior thermal dissipation.

These cooling technologies allow high performance AI systems to:

  • Efficient power delivery across densely populated boards
  • Mitigating the risk of thermal issues
Whizz Systems’ Approach and Expertise

Best Practices in Action

For instance, in a recent project involving a high density board with a high pin count ASIC, Whizz applied best known methods of layout design and power management. Our innovative topologies allowed for seamless integration of the chip into the application solution, enabling maximum performance even under extreme conditions. Our extensive experience with industry standards, equips us to deliver solutions that meet rigorous performance and reliability criteria. Whizz Systems is committed to providing tailored solutions, whether adhering to established industry frameworks or creating proprietary designs for specialized applications. We combine years of experience with the latest in technical innovation to make sure every product satisfies the needs of today's AI systems and high density hardware.

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Key Considerations for Customers

There are many different aspects that companies must keep in mind when dealing with high-density complex boards, some of which can make or break the success of their products. 

1. Prioritizing Signal Integrity

Signal integrity remains a primary concern; effective design must minimize interference and maintain data quality across densely packed components, especially during high-speed data transfers.

A slight disruption in the signal can cause severe performance degradation, so choices must be made wisely.

2. Optimizing Ball Maps and Pin Counts

Optimizing the ball map and pin configurations is crucial for managing high pin counts. Companies should work with design partners that have a proven track record with complex layouts that minimize crosstalk and improve data transfer reliability. This know-how is necessary to maintain system compatibility as designs grow in complexity.

3. Ensuring Efficient Power Distribution

Power distribution is another essential factor, particularly as AI hardware becomes more powerful. Efficient power flow across densely populated boards reduces the risk of thermal issues and supports system reliability. Partnering with a design specialist who excels in advanced power management can prevent costly delays and inefficiencies.

4. Adhering to Industry Standards

It is extremely important for AI hardware companies to follow industry standards to produce compliant and competitive products. Standards such as the Open Compute Project (OCP) guarantee interoperability and reliability. Collaborating with specialists like Whizz Systems addresses these considerations effectively.

Key Considerations for Customers

Partner With Whizz Systems to Simplify Complexity

The AI field is a rapidly changing one and whoever can best conquer the complexity of advanced hardware will be the one who prevails. Whizz Systems is committed to partnering with you to address these challenges, delivering innovative, high-quality solutions that support your strategic goals.

Let us create the future of AI hardware together with architectures not just capable but surpassing today's needs!

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